diff --git a/docs/api-reference.mdx b/docs/api-reference.mdx
index 0f31c61c9..e162d8301 100644
--- a/docs/api-reference.mdx
+++ b/docs/api-reference.mdx
@@ -20,8 +20,8 @@ Mem0 provides a comprehensive REST API for integrating advanced memory capabilit
Get started with Mem0 API in three simple steps:
1. **[Add Memories](/api-reference/memory/add-memories)** - Store information and context from user conversations
-2. **[Search Memories](/api-reference/memory/v2-search-memories)** - Retrieve relevant memories using semantic search
-3. **[Get Memories](/api-reference/memory/v2-get-memories)** - Fetch all memories for a specific entity
+2. **[Search Memories](/api-reference/memory/search-memories)** - Retrieve relevant memories using semantic search
+3. **[Get Memories](/api-reference/memory/get-memories)** - Fetch all memories for a specific entity
---
@@ -32,7 +32,7 @@ Get started with Mem0 API in three simple steps:
Store new memories from conversations and interactions
-
+
Find relevant memories using semantic search with filters
@@ -102,7 +102,7 @@ Get your API key from the [Mem0 Dashboard](https://app.mem0.ai/dashboard/api-key
Start storing memories via the REST API
-
+
Learn advanced search and filtering techniques
diff --git a/docs/docs.json b/docs/docs.json
index 125649fa6..84b83e3b7 100644
--- a/docs/docs.json
+++ b/docs/docs.json
@@ -859,6 +859,198 @@
{
"source": "/features/memory-export",
"destination": "/platform/features/memory-export"
+ },
+ {
+ "source": "/v0x/components/:a/:b/:c",
+ "destination": "/components/:a/:b/:c"
+ },
+ {
+ "source": "/v0x/components/:a/:b",
+ "destination": "/components/:a/:b"
+ },
+ {
+ "source": "/v0x/core-concepts/:a/:b",
+ "destination": "/core-concepts/:a/:b"
+ },
+ {
+ "source": "/v0x/integrations/:slug",
+ "destination": "/integrations/:slug"
+ },
+ {
+ "source": "/v0x/open-source/:slug",
+ "destination": "/open-source/:slug"
+ },
+ {
+ "source": "/v0x/introduction",
+ "destination": "/introduction"
+ },
+ {
+ "source": "/features/async-client",
+ "destination": "/platform/features/async-client"
+ },
+ {
+ "source": "/features/custom-prompts",
+ "destination": "/platform/features/platform-overview"
+ },
+ {
+ "source": "/features/selective-memory",
+ "destination": "/platform/features/platform-overview"
+ },
+ {
+ "source": "/features/custom-categories",
+ "destination": "/platform/features/custom-categories"
+ },
+ {
+ "source": "/components/config",
+ "destination": "/open-source/configuration"
+ },
+ {
+ "source": "/concepts/memory-scoring",
+ "destination": "/core-concepts/memory-types"
+ },
+ {
+ "source": "/cookbooks/research-copilot",
+ "destination": "/cookbooks/operations/deep-research"
+ },
+ {
+ "source": "/platform/features/organizations-projects",
+ "destination": "/api-reference/organizations-projects"
+ },
+ {
+ "source": "/playground",
+ "destination": "/platform/quickstart"
+ },
+ {
+ "source": "/cdn-cgi/l/email-protection",
+ "destination": "/introduction"
+ },
+ {
+ "source": "/features/online-memory",
+ "destination": "/platform/features/platform-overview"
+ },
+ {
+ "source": "/features/multimodal",
+ "destination": "/platform/features/multimodal-support"
+ },
+ {
+ "source": "/features/inferences",
+ "destination": "/platform/features/platform-overview"
+ },
+ {
+ "source": "/features/graph-memory",
+ "destination": "/platform/features/graph-memory"
+ },
+ {
+ "source": "/features/:slug",
+ "destination": "/platform/features/:slug"
+ },
+ {
+ "source": "/platform/features/online-memory",
+ "destination": "/platform/features/platform-overview"
+ },
+ {
+ "source": "/platform/features/multimodal",
+ "destination": "/platform/features/multimodal-support"
+ },
+ {
+ "source": "/platform/features/inferences",
+ "destination": "/platform/features/platform-overview"
+ },
+ {
+ "source": "/platform/features/custom-prompts",
+ "destination": "/platform/features/custom-instructions"
+ },
+ {
+ "source": "/platform/features/rest-api",
+ "destination": "/open-source/features/rest-api"
+ },
+ {
+ "source": "/components/embedders/models/google_ai",
+ "destination": "/components/embedders/models/google_AI"
+ },
+ {
+ "source": "/components/embedders/models/lm_studio",
+ "destination": "/components/embedders/models/lmstudio"
+ },
+ {
+ "source": "/components/llms/models/xai",
+ "destination": "/components/llms/models/xAI"
+ },
+ {
+ "source": "/components/llms/models/google_ai",
+ "destination": "/components/llms/models/google_AI"
+ },
+ {
+ "source": "/components/llms/models/mistral_ai",
+ "destination": "/components/llms/models/mistral_AI"
+ },
+ {
+ "source": "/components/llms/models/lm_studio",
+ "destination": "/components/llms/models/lmstudio"
+ },
+ {
+ "source": "/components/vectordbs/dbs/neptune-analytics",
+ "destination": "/components/vectordbs/dbs/neptune_analytics"
+ },
+ {
+ "source": "/components/vectordbs/dbs/s3-vectors",
+ "destination": "/components/vectordbs/dbs/s3_vectors"
+ },
+ {
+ "source": "/open-source/python_quickstart",
+ "destination": "/open-source/python-quickstart"
+ },
+ {
+ "source": "/open-source/node_quickstart",
+ "destination": "/open-source/node-quickstart"
+ },
+ {
+ "source": "/open-source/rest-api",
+ "destination": "/open-source/features/rest-api"
+ },
+ {
+ "source": "/cookbooks/deep-research",
+ "destination": "/cookbooks/operations/deep-research"
+ },
+ {
+ "source": "/v0x/overview",
+ "destination": "/platform/overview"
+ },
+ {
+ "source": "/v0x/quickstart",
+ "destination": "/platform/quickstart"
+ },
+ {
+ "source": "/v0x/faqs",
+ "destination": "/platform/faqs"
+ },
+ {
+ "source": "/integrations/multion",
+ "destination": "/integrations"
+ },
+ {
+ "source": "/integrations/composio",
+ "destination": "/integrations"
+ },
+ {
+ "source": "/integrations/qdrant",
+ "destination": "/components/vectordbs/dbs/qdrant"
+ },
+ {
+ "source": "/integrations/anthropic",
+ "destination": "/components/llms/models/anthropic"
+ },
+ {
+ "source": "/llms",
+ "destination": "/components/llms/overview"
+ },
+ {
+ "source": "/open-source/graph-memory",
+ "destination": "/open-source/features/graph-memory"
+ },
+ {
+ "source": "/cookbooks/customer-support-agent",
+ "destination": "/cookbooks/operations/support-inbox"
}
]
}
\ No newline at end of file
diff --git a/docs/llms.txt b/docs/llms.txt
index fed2454ad..1764c3f95 100644
--- a/docs/llms.txt
+++ b/docs/llms.txt
@@ -104,7 +104,7 @@ Key differentiators:
- [Together](https://docs.mem0.ai/components/llms/models/together): Open-source model inference platform
- [DeepSeek](https://docs.mem0.ai/components/llms/models/deepseek): Advanced reasoning models
- [Sarvam](https://docs.mem0.ai/components/llms/models/sarvam): Indian language models
-- [XAI](https://docs.mem0.ai/components/llms/models/xai): xAI models integration
+- [XAI](https://docs.mem0.ai/components/llms/models/xAI): xAI models integration
- [LiteLLM](https://docs.mem0.ai/components/llms/models/litellm): Unified LLM interface and proxy
- [LangChain](https://docs.mem0.ai/components/llms/models/langchain): LangChain LLM integration
- [OpenAI Structured](https://docs.mem0.ai/components/llms/models/openai_structured): OpenAI with structured output support
@@ -120,7 +120,7 @@ Key differentiators:
- [Milvus](https://docs.mem0.ai/components/vectordbs/dbs/milvus): Open-source vector database for AI applications at scale
- [Redis](https://docs.mem0.ai/components/vectordbs/dbs/redis): Real-time vector storage and search with Redis Stack
- [Supabase](https://docs.mem0.ai/components/vectordbs/dbs/supabase): Open-source Firebase alternative with vector support
-- [Upstash Vector](https://docs.mem0.ai/components/vectordbs/dbs/upstash_vector): Serverless vector database
+- [Upstash Vector](https://docs.mem0.ai/components/vectordbs/dbs/upstash-vector): Serverless vector database
- [Elasticsearch](https://docs.mem0.ai/components/vectordbs/dbs/elasticsearch): Distributed search and analytics engine
- [OpenSearch](https://docs.mem0.ai/components/vectordbs/dbs/opensearch): Open-source search and analytics platform
- [FAISS](https://docs.mem0.ai/components/vectordbs/dbs/faiss): Facebook AI Similarity Search library
@@ -136,9 +136,9 @@ Key differentiators:
- [OpenAI Embeddings](https://docs.mem0.ai/components/embedders/models/openai): High-quality text embeddings with customizable dimensions
- [Azure OpenAI Embeddings](https://docs.mem0.ai/components/embedders/models/azure_openai): Enterprise Azure-hosted embedding models
-- [Google AI](https://docs.mem0.ai/components/embedders/models/google_ai): Gemini embedding models
+- [Google AI](https://docs.mem0.ai/components/embedders/models/google_AI): Gemini embedding models
- [AWS Bedrock](https://docs.mem0.ai/components/embedders/models/aws_bedrock): Amazon embedding models through Bedrock
-- [Hugging Face](https://docs.mem0.ai/components/embedders/models/hugging_face): Open-source embedding models for local deployment
+- [Hugging Face](https://docs.mem0.ai/components/embedders/models/huggingface): Open-source embedding models for local deployment
- [Vertex AI](https://docs.mem0.ai/components/embedders/models/vertexai): Google Cloud's enterprise embedding models
- [Ollama](https://docs.mem0.ai/components/embedders/models/ollama): Local embedding models for privacy-focused applications
- [Together](https://docs.mem0.ai/components/embedders/models/together): Open-source model embeddings
diff --git a/docs/migration/oss-to-platform.mdx b/docs/migration/oss-to-platform.mdx
index e9efea36e..818059683 100644
--- a/docs/migration/oss-to-platform.mdx
+++ b/docs/migration/oss-to-platform.mdx
@@ -370,7 +370,7 @@ If you encounter issues, you can revert immediately by switching your import bac
- [Platform Dashboard](https://app.mem0.ai) - Monitor usage and manage settings.
- [Webhooks Setup](/platform/features/webhooks) - Configure real-time event notifications.
-- [Organizations & Projects](/platform/features/organizations-projects) - Set up multi-tenancy for your team.
+- [Organizations & Projects](/api-reference/organizations-projects) - Set up multi-tenancy for your team.
-
+
Understand how Mem0 ranks memories under the hood.
-
+
See advanced retrieval driving a full knowledge assistant.
diff --git a/skills/mem0/scripts/mem0_doc_search.py b/skills/mem0/scripts/mem0_doc_search.py
index 19b4c903f..1ff8de1c7 100755
--- a/skills/mem0/scripts/mem0_doc_search.py
+++ b/skills/mem0/scripts/mem0_doc_search.py
@@ -43,7 +43,7 @@ SECTION_MAP = {
"/platform/features/v2-memory-filters",
"/platform/features/async-client",
"/platform/features/webhooks",
- "/platform/features/multimodal",
+ "/platform/features/multimodal-support",
],
"api": [
"/api-reference/memory/add-memories",